Do I need classification or regression to predict the availability of a user given some features?
Yes. For instance, the popular softmax regression gives you probability distribution for each class.
Yes. Softmax is a regression over a set of discrete classes.


We can use regression for classification, the most common strategy is to grab the most likely class for the prediction.